AuTuMN
By monash-emu
speech-enhancement
Experiments with speech enhancement (by MattSegal)
| AuTuMN | speech-enhancement | |
|---|---|---|
| 7 | 3 | |
| 13 | 22 | |
| - | - | |
| 9.2 | 0.0 | |
| 2 months ago | over 4 years ago | |
| Jupyter Notebook | Python | |
| GNU General Public License v3.0 or later | - |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
AuTuMN
Posts with mentions or reviews of AuTuMN.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-06-01.
-
How do I actually do distributed learning on AWS?
You can roll your own boto3 wrapper and do some pretty complicated stuff that way: https://github.com/monash-emu/AuTuMN/blob/master/autumn/remote/aws/cli.py
-
Alternatives to Jenkins, with good user input
Buildkite can do this - example task with UI - pipeline config
-
Summer: a Python-based framework for building compartmental models of infectious diseases
The team at the Epidemiological Modelling Unit, School of Public Health at Monash Uni, Australia are building and maintaining this library for infectious disease modelling. It's currently being used to model COVID-19 and tuberculosis (see here).
-
I want a reference to a real industry grade ML project with good structure & code.
Not ML but disease modelling, pretty similar project setup imo: here
-
The Riddle Of Django -- Where do I put my custom scripts to do some work?
It's configured via the web UI or YAML files in GitHub. I've been using it a lot this year and I really like how simple it is to use. I have had very, very bad experiences with all the other CI systems for this purpose. I also wrote a little Python DSL for defining pipelines.
-
[D] How did you manage GPU instances in the public cloud?
use boto3 + click to create a CLI for starting, stopping, SSHing into machines: example CLI module
-
New position for an epidemiologist with my group
We're also hiring a software developer to work in the same team (job listing) to help us work on the autumn codebase, more details in the "position summary" section of the PD (here).
speech-enhancement
Posts with mentions or reviews of speech-enhancement.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-12-03.
-
[Discussion] The most painful thing about machine learning
I find writing smoke tests (described here, code examples: model tests + training loop tests) and running them on every commit in CI (eg GitHub Actions) catches a lot of problem. Using pydantic is good for keeping any config files valid is good - you can smoke test those as well.
-
[D] What’s the simplest, most lightweight but complete and 100% open source MLOps toolkit?
Even if detailed unit testing is hard, you can smoke test your models in CI to make sure that they're at least not crashing. More on smoke tests here. Some example smoke tests for a neural net here. Running your tests in GitHub Actions is relatively easy (here).
-
[D] How did you manage GPU instances in the public cloud?
use Packer to pre-build an Amazon Machine Image (AMI) to pre-install all the garbage you need to run your code (eg NVIDIA stuff)
What are some alternatives?
When comparing AuTuMN and speech-enhancement you can also consider the following projects:
Wooey - A Django app that creates automatic web UIs for Python scripts.
summer - A compartmental disease modelling framework (Python)
nestedcvtraining
Python Packages Project Generator - 🚀 Your next Python package needs a bleeding-edge project structure.
NumPy - The fundamental package for scientific computing with Python.
keepsake - Version control for machine learning
clearml - ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
pydantic - Data validation using Python type hints